At a glance
A national healthcare data-platform company needed lead-data-scientist capacity to integrate into their existing in-house data-science team and support its current workload, without disrupting the team’s ownership of its codebase, roadmap, or relationships. UNVEIL was retained as a direct contractor to embed in that capacity. The engagement is ongoing.
What this looks like in practice
This is a fractional team-augmentation engagement rather than a fixed-deliverable build, and it is described that way intentionally. Day-to-day work covers the kind of things a senior data scientist on an in-house team would own:
- Picking up assigned analyses and ML tasks from the team’s existing backlog and shipping them to the team’s standards.
- Documenting existing ML work: methods, assumptions, limitations, hand-off notes, so the team’s institutional knowledge does not live solely in the heads of whoever wrote the original code.
- Contributing to active modeling and analytics projects alongside the team’s full-time staff.
- Available for the kind of ad-hoc consult senior in-house data scientists provide to colleagues and stakeholders.
What this means for you
If you operate a data-science or ML function and you need senior, embedded capacity (not a black-box vendor delivery, not a junior contractor, not a long sales cycle for a new full-time hire), we can:
- Embed an experienced lead data scientist alongside your in-house team, shipping to your standards, in your environment, and on your roadmap.
- Take on the documentation work that established ML codebases accumulate and never quite catch up on, turning institutional knowledge into reviewable artifacts.
- Provide fractional senior coverage that scales with your needs rather than locking you into a fixed scope.
This is part of how we deliver our AI Literacy and Governance service, fractional data scientists and ML engineers to augment your team for short- and long-term projects, without the overhead of full-time hires.
Want to talk about embedded capacity for your team? Contact us.